{"id":"https://openalex.org/W4239380098","doi":"https://doi.org/10.2352/issn.2470-1173.2020.10.ipas-312","title":"GENERATIVE ADVERSARIAL NETWORKS: A SHORT REVIEW","display_name":"GENERATIVE ADVERSARIAL NETWORKS: A SHORT REVIEW","publication_year":2020,"publication_date":"2020-01-26","ids":{"openalex":"https://openalex.org/W4239380098","doi":"https://doi.org/10.2352/issn.2470-1173.2020.10.ipas-312"},"language":"en","primary_location":{"id":"doi:10.2352/issn.2470-1173.2020.10.ipas-312","is_oa":false,"landing_page_url":"https://doi.org/10.2352/issn.2470-1173.2020.10.ipas-312","pdf_url":null,"source":{"id":"https://openalex.org/S4210227276","display_name":"Electronic Imaging","issn_l":"2470-1173","issn":["2470-1173"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044793388","display_name":"Habib Ullah","orcid":"https://orcid.org/0000-0002-2434-0849"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Habib Ullah","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084254025","display_name":"Sultan Daud Khan","orcid":"https://orcid.org/0000-0002-7406-8441"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sultan Daud Khan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011680661","display_name":"Mohib Ullah","orcid":"https://orcid.org/0000-0003-0534-8826"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohib Ullah","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041211620","display_name":"Maqsood Mahmud","orcid":"https://orcid.org/0000-0002-8478-6930"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Maqsood Mahmud","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5076654527","display_name":"Faouzi Alaya Cheikh","orcid":"https://orcid.org/0000-0002-4823-5250"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Faouzi Alaya Cheikh","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0962,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.4528688,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":"32","issue":"10","first_page":"312","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9904999732971191,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.8326303958892822},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7982420921325684},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.7816050052642822},{"id":"https://openalex.org/keywords/image-translation","display_name":"Image translation","score":0.6903330087661743},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.6159253716468811},{"id":"https://openalex.org/keywords/translation","display_name":"Translation (biology)","score":0.5747829079627991},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5696592926979065},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5434051752090454},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4626295268535614},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.43627747893333435},{"id":"https://openalex.org/keywords/image-synthesis","display_name":"Image synthesis","score":0.4139620065689087},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3410681486129761},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07995948195457458}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.8326303958892822},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7982420921325684},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7816050052642822},{"id":"https://openalex.org/C2779757391","wikidata":"https://www.wikidata.org/wiki/Q6002292","display_name":"Image translation","level":3,"score":0.6903330087661743},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6159253716468811},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.5747829079627991},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5696592926979065},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5434051752090454},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4626295268535614},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.43627747893333435},{"id":"https://openalex.org/C2989087649","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Image synthesis","level":3,"score":0.4139620065689087},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3410681486129761},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07995948195457458},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C105580179","wikidata":"https://www.wikidata.org/wiki/Q188928","display_name":"Messenger RNA","level":3,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2352/issn.2470-1173.2020.10.ipas-312","is_oa":false,"landing_page_url":"https://doi.org/10.2352/issn.2470-1173.2020.10.ipas-312","pdf_url":null,"source":{"id":"https://openalex.org/S4210227276","display_name":"Electronic Imaging","issn_l":"2470-1173","issn":["2470-1173"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Imaging","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2888032422","https://openalex.org/W2996316059","https://openalex.org/W4385421777","https://openalex.org/W2790214987","https://openalex.org/W4366505397","https://openalex.org/W4377980832","https://openalex.org/W2905311601","https://openalex.org/W2971552217","https://openalex.org/W3178813832","https://openalex.org/W4297411772"],"abstract_inverted_index":{"Generative":[0],"adversarial":[1],"networks":[2],"(GANs)":[3],"have":[4],"been":[5],"significantly":[6],"investigated":[7],"in":[8,29,62,83],"the":[9,24,30,58,84,96,111,117,126,133,141],"past":[10],"few":[11],"years":[12],"due":[13],"to":[14,41,52,67],"its":[15],"outstanding":[16],"data":[17],"generation":[18],"capacity.":[19],"The":[20],"extensive":[21],"use":[22],"of":[23,32,57,88,100,114,129],"GANs":[25,66,80,115],"techniques":[26],"is":[27],"dominant":[28],"field":[31],"computer":[33],"vision,":[34],"for":[35,79],"example,":[36],"plausible":[37],"image":[38,40,42,48,51],"generation,":[39],"translation,":[43],"facial":[44],"attribute":[45],"manipulation,":[46],"improving":[47],"resolution,":[49],"and":[50,77,116,143],"text":[53],"translation.":[54],"In":[55,102],"spite":[56],"significant":[59,98],"success":[60],"achieved":[61],"these":[63,107],"domains,":[64],"applying":[65],"various":[68,120],"other":[69],"problems":[70],"still":[71],"presents":[72],"important":[73],"challenges.":[74],"Several":[75],"reviews":[76],"surveys":[78],"are":[81],"available":[82],"literature.":[85],"However,":[86],"none":[87],"them":[89],"present":[90],"short":[91],"but":[92],"focused":[93],"review":[94],"about":[95],"most":[97],"aspects":[99],"GANs.":[101,134],"this":[103],"paper,":[104],"we":[105,124],"address":[106],"aspects.":[108],"We":[109,135],"analyze":[110],"basic":[112],"theory":[113],"differences":[118],"among":[119],"generative":[121],"models.":[122],"Then,":[123],"discuss":[125],"recent":[127],"spectrum":[128],"applications":[130],"covered":[131],"by":[132],"also":[136],"provide":[137],"an":[138],"insight":[139],"into":[140],"challenges":[142],"future":[144],"directions.":[145]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2025-10-10T00:00:00"}